VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  479.37         	|  100 %          	|
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run_training_epoch                 	|  6.503          	|63             	|  409.69         	|  85.464         	|
run_training_batch                 	|  0.27696        	|1000           	|  276.96         	|  57.777         	|
optimizer_step_with_closure_0      	|  0.27256        	|1000           	|  272.56         	|  56.858         	|
training_step_and_backward         	|  0.20566        	|1000           	|  205.66         	|  42.902         	|
model_forward                      	|  0.1089         	|1000           	|  108.9          	|  22.718         	|
training_step                      	|  0.10871        	|1000           	|  108.71         	|  22.677         	|
backward                           	|  0.095127       	|1000           	|  95.127         	|  19.844         	|
run_validate_evaluation            	|  31.384         	|1              	|  31.384         	|  6.5469         	|
evaluation_step_and_end            	|  0.087001       	|313            	|  27.231         	|  5.6807         	|
get_train_batch                    	|  0.025615       	|1063           	|  27.229         	|  5.6801         	|
validation_step                    	|  0.086924       	|313            	|  27.207         	|  5.6756         	|
fetch_next_train_batch             	|  0.02559        	|1063           	|  27.202         	|  5.6745         	|
on_train_batch_end                 	|  0.0023345      	|1000           	|  2.3345         	|  0.487          	|
zero_grad                          	|  0.0015978      	|1000           	|  1.5978         	|  0.33331        	|
get_validate_batch                 	|  0.0031983      	|314            	|  1.0043         	|  0.2095         	|
fetch_next_validate_batch          	|  0.0031801      	|314            	|  0.99854        	|  0.2083         	|
training_batch_to_device           	|  0.00031231     	|1000           	|  0.31231        	|  0.065151       	|
on_train_batch_start               	|  9.4465e-05     	|1000           	|  0.094465       	|  0.019706       	|
evaluation_batch_to_device         	|  0.00022227     	|313            	|  0.069572       	|  0.014513       	|
on_train_end                       	|  0.054363       	|1              	|  0.054363       	|  0.011341       	|
on_after_backward                  	|  2.5698e-05     	|1000           	|  0.025698       	|  0.0053608      	|
on_train_epoch_end                 	|  0.00037556     	|63             	|  0.02366        	|  0.0049358      	|
on_train_epoch_start               	|  0.00036309     	|63             	|  0.022875       	|  0.0047718      	|
on_pretrain_routine_start          	|  0.022544       	|1              	|  0.022544       	|  0.0047028      	|
on_batch_start                     	|  2.241e-05      	|1000           	|  0.02241        	|  0.0046748      	|
on_before_zero_grad                	|  1.8224e-05     	|1000           	|  0.018224       	|  0.0038017      	|
on_batch_end                       	|  1.7358e-05     	|1000           	|  0.017358       	|  0.003621       	|
on_before_optimizer_step           	|  1.3892e-05     	|1000           	|  0.013892       	|  0.0028979      	|
on_before_backward                 	|  1.3447e-05     	|1000           	|  0.013447       	|  0.0028052      	|
configure_optimizers               	|  0.010756       	|1              	|  0.010756       	|  0.0022437      	|
on_validation_batch_end            	|  2.7392e-05     	|313            	|  0.0085736      	|  0.0017885      	|
training_step_end                  	|  7.3705e-06     	|1000           	|  0.0073705      	|  0.0015375      	|
on_validation_model_eval           	|  0.004153       	|1              	|  0.004153       	|  0.00086635     	|
on_validation_batch_start          	|  1.2301e-05     	|313            	|  0.0038501      	|  0.00080316     	|
validation_step_end                	|  6.248e-06      	|313            	|  0.0019556      	|  0.00040796     	|
on_train_start                     	|  0.0012011      	|1              	|  0.0012011      	|  0.00025056     	|
on_epoch_end                       	|  1.1963e-05     	|64             	|  0.00076563     	|  0.00015972     	|
on_epoch_start                     	|  1.1174e-05     	|64             	|  0.00071512     	|  0.00014918     	|
on_validation_start                	|  0.00067813     	|1              	|  0.00067813     	|  0.00014146     	|
on_validation_end                  	|  0.00014758     	|1              	|  0.00014758     	|  3.0787e-05     	|
setup                              	|  4.0336e-05     	|2              	|  8.0671e-05     	|  1.6829e-05     	|
on_fit_end                         	|  4.8554e-05     	|1              	|  4.8554e-05     	|  1.0129e-05     	|
on_before_accelerator_backend_setup	|  2.4176e-05     	|2              	|  4.8352e-05     	|  1.0087e-05     	|
on_configure_sharded_model         	|  2.2111e-05     	|2              	|  4.4221e-05     	|  9.2248e-06     	|
teardown                           	|  2.2032e-05     	|2              	|  4.4065e-05     	|  9.1922e-06     	|
on_fit_start                       	|  3.8978e-05     	|1              	|  3.8978e-05     	|  8.131e-06      	|
on_val_dataloader                  	|  1.9046e-05     	|2              	|  3.8091e-05     	|  7.9461e-06     	|
on_validation_epoch_end            	|  2.9823e-05     	|1              	|  2.9823e-05     	|  6.2213e-06     	|
prepare_data                       	|  1.3349e-05     	|2              	|  2.6697e-05     	|  5.5693e-06     	|
on_pretrain_routine_end            	|  1.5756e-05     	|1              	|  1.5756e-05     	|  3.2868e-06     	|
configure_callbacks                	|  7.2801e-06     	|2              	|  1.456e-05      	|  3.0374e-06     	|
configure_sharded_model            	|  7.2792e-06     	|2              	|  1.4558e-05     	|  3.037e-06      	|
on_validation_epoch_start          	|  1.1683e-05     	|1              	|  1.1683e-05     	|  2.4371e-06     	|
on_train_dataloader                	|  8.2161e-06     	|1              	|  8.2161e-06     	|  1.7139e-06     	|
